Overview
Brought to you by YData
Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 700 |
| Missing cells | 76 |
| Missing cells (%) | 1.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 49.3 KiB |
| Average record size in memory | 72.2 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 2 |
address is highly overall correlated with age | High correlation |
age is highly overall correlated with address and 2 other fields | High correlation |
creddebt is highly overall correlated with debtinc and 2 other fields | High correlation |
debtinc is highly overall correlated with creddebt and 1 other fields | High correlation |
employ is highly overall correlated with age and 1 other fields | High correlation |
income is highly overall correlated with age and 3 other fields | High correlation |
othdebt is highly overall correlated with creddebt and 2 other fields | High correlation |
default is highly imbalanced (57.1%) | Imbalance |
age has 19 (2.7%) missing values | Missing |
ed has 20 (2.9%) missing values | Missing |
income has 37 (5.3%) missing values | Missing |
employ has 62 (8.9%) zeros | Zeros |
address has 50 (7.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-06 16:37:10.302204 |
|---|---|
| Analysis finished | 2025-10-06 16:37:18.647992 |
| Duration | 8.35 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
High correlation  Missing 
| Distinct | 38 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 19 |
| Missing (%) | 2.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.898678 |
| Minimum | 20 |
|---|---|
| Maximum | 136 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 40 |
| 95-th percentile | 49 |
| Maximum | 136 |
| Range | 116 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.8618489 |
|---|---|
| Coefficient of variation (CV) | 0.25393079 |
| Kurtosis | 23.682151 |
| Mean | 34.898678 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 2.4186508 |
| Sum | 23766 |
| Variance | 78.532366 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 43 | 6.1% |
| 28 | 37 | 5.3% |
| 31 | 36 | 5.1% |
| 41 | 33 | 4.7% |
| 39 | 33 | 4.7% |
| 34 | 33 | 4.7% |
| 36 | 28 | 4.0% |
| 40 | 27 | 3.9% |
| 27 | 27 | 3.9% |
| 35 | 26 | 3.7% |
| Other values (28) | 358 |
| Value | Count | Frequency (%) |
| 20 | 2 | 0.3% |
| 21 | 10 | 1.4% |
| 22 | 12 | 1.7% |
| 23 | 18 | |
| 24 | 24 | |
| 25 | 20 | |
| 26 | 21 | |
| 27 | 27 | |
| 28 | 37 | |
| 29 | 43 |
| Value | Count | Frequency (%) |
| 136 | 1 | 0.1% |
| 56 | 1 | 0.1% |
| 55 | 2 | 0.3% |
| 54 | 4 | 0.6% |
| 53 | 5 | 0.7% |
| 52 | 6 | 0.9% |
| 51 | 6 | 0.9% |
| 50 | 7 | |
| 49 | 4 | 0.6% |
| 48 | 15 |
ed
Categorical
Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 20 |
| Missing (%) | 2.9% |
| Memory size | 5.6 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 4.0 | 36 |
| 5.0 | 5 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 363 | |
| 2.0 | 192 | |
| 3.0 | 84 | 12.0% |
| 4.0 | 36 | 5.1% |
| 5.0 | 5 | 0.7% |
| (Missing) | 20 | 2.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 363 | |
| 2.0 | 192 | |
| 3.0 | 84 | 12.4% |
| 4.0 | 36 | 5.3% |
| 5.0 | 5 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 680 | |
| 0 | 680 | |
| 1 | 363 | |
| 2 | 192 | 9.4% |
| 3 | 84 | 4.1% |
| 4 | 36 | 1.8% |
| 5 | 5 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 680 | |
| 0 | 680 | |
| 1 | 363 | |
| 2 | 192 | 9.4% |
| 3 | 84 | 4.1% |
| 4 | 36 | 1.8% |
| 5 | 5 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 680 | |
| 0 | 680 | |
| 1 | 363 | |
| 2 | 192 | 9.4% |
| 3 | 84 | 4.1% |
| 4 | 36 | 1.8% |
| 5 | 5 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 680 | |
| 0 | 680 | |
| 1 | 363 | |
| 2 | 192 | 9.4% |
| 3 | 84 | 4.1% |
| 4 | 36 | 1.8% |
| 5 | 5 | 0.2% |
employ
Real number (ℝ)
High correlation  Zeros 
| Distinct | 32 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3885714 |
| Minimum | 0 |
|---|---|
| Maximum | 31 |
| Zeros | 62 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 12 |
| 95-th percentile | 21.05 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.658039 |
|---|---|
| Coefficient of variation (CV) | 0.79370356 |
| Kurtosis | 0.23267552 |
| Mean | 8.3885714 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.83115358 |
| Sum | 5872 |
| Variance | 44.329483 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 62 | 8.9% |
| 1 | 49 | 7.0% |
| 4 | 47 | 6.7% |
| 6 | 46 | 6.6% |
| 9 | 45 | 6.4% |
| 2 | 44 | 6.3% |
| 3 | 42 | 6.0% |
| 7 | 38 | 5.4% |
| 5 | 36 | 5.1% |
| 8 | 31 | 4.4% |
| Other values (22) | 260 |
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 1 | 49 | |
| 2 | 44 | |
| 3 | 42 | |
| 4 | 47 | |
| 5 | 36 | |
| 6 | 46 | |
| 7 | 38 | |
| 8 | 31 | |
| 9 | 45 |
| Value | Count | Frequency (%) |
| 31 | 3 | 0.4% |
| 30 | 2 | 0.3% |
| 29 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 27 | 2 | 0.3% |
| 26 | 1 | 0.1% |
| 25 | 3 | 0.4% |
| 24 | 4 | 0.6% |
| 23 | 5 | 0.7% |
| 22 | 13 |
address
Real number (ℝ)
High correlation  Zeros 
| Distinct | 31 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2685714 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 50 |
| Zeros (%) | 7.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 12 |
| 95-th percentile | 22 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.8216088 |
|---|---|
| Coefficient of variation (CV) | 0.82500452 |
| Kurtosis | 0.33295333 |
| Mean | 8.2685714 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.94300083 |
| Sum | 5788 |
| Variance | 46.534347 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 59 | 8.4% |
| 1 | 57 | 8.1% |
| 0 | 50 | 7.1% |
| 4 | 49 | 7.0% |
| 3 | 48 | 6.9% |
| 6 | 43 | 6.1% |
| 8 | 40 | 5.7% |
| 9 | 39 | 5.6% |
| 7 | 34 | 4.9% |
| 5 | 34 | 4.9% |
| Other values (21) | 247 |
| Value | Count | Frequency (%) |
| 0 | 50 | |
| 1 | 57 | |
| 2 | 59 | |
| 3 | 48 | |
| 4 | 49 | |
| 5 | 34 | |
| 6 | 43 | |
| 7 | 34 | |
| 8 | 40 | |
| 9 | 39 |
| Value | Count | Frequency (%) |
| 34 | 1 | 0.1% |
| 31 | 2 | 0.3% |
| 29 | 1 | 0.1% |
| 27 | 3 | 0.4% |
| 26 | 7 | |
| 25 | 7 | |
| 24 | 3 | 0.4% |
| 23 | 9 | |
| 22 | 7 | |
| 21 | 9 |
income
Real number (ℝ)
High correlation  Missing 
| Distinct | 113 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 37 |
| Missing (%) | 5.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.74359 |
| Minimum | 14 |
|---|---|
| Maximum | 446 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 24 |
| median | 34 |
| Q3 | 54.5 |
| 95-th percentile | 113 |
| Maximum | 446 |
| Range | 432 |
| Interquartile range (IQR) | 30.5 |
Descriptive statistics
| Standard deviation | 37.44108 |
|---|---|
| Coefficient of variation (CV) | 0.81849894 |
| Kurtosis | 25.724563 |
| Mean | 45.74359 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 3.8559903 |
| Sum | 30328 |
| Variance | 1401.8345 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 23 | 3.3% |
| 22 | 22 | 3.1% |
| 18 | 21 | 3.0% |
| 20 | 21 | 3.0% |
| 25 | 21 | 3.0% |
| 26 | 20 | 2.9% |
| 28 | 20 | 2.9% |
| 27 | 17 | 2.4% |
| 24 | 17 | 2.4% |
| 23 | 17 | 2.4% |
| Other values (103) | 464 | |
| (Missing) | 37 | 5.3% |
| Value | Count | Frequency (%) |
| 14 | 6 | 0.9% |
| 15 | 8 | 1.1% |
| 16 | 15 | |
| 17 | 13 | |
| 18 | 21 | |
| 19 | 13 | |
| 20 | 21 | |
| 21 | 23 | |
| 22 | 22 | |
| 23 | 17 |
| Value | Count | Frequency (%) |
| 446 | 1 | |
| 253 | 1 | |
| 249 | 1 | |
| 242 | 1 | |
| 234 | 1 | |
| 221 | 1 | |
| 220 | 1 | |
| 190 | 1 | |
| 186 | 1 | |
| 177 | 1 |
debtinc
Real number (ℝ)
High correlation 
| Distinct | 231 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.260571 |
| Minimum | 0.4 |
|---|---|
| Maximum | 41.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 5 |
| median | 8.6 |
| Q3 | 14.125 |
| 95-th percentile | 23.8 |
| Maximum | 41.3 |
| Range | 40.9 |
| Interquartile range (IQR) | 9.125 |
Descriptive statistics
| Standard deviation | 6.8272336 |
|---|---|
| Coefficient of variation (CV) | 0.66538532 |
| Kurtosis | 1.2185738 |
| Mean | 10.260571 |
| Median Absolute Deviation (MAD) | 4.2 |
| Skewness | 1.0960633 |
| Sum | 7182.4 |
| Variance | 46.611118 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.5 | 10 | 1.4% |
| 6.7 | 9 | 1.3% |
| 5.4 | 9 | 1.3% |
| 4.4 | 9 | 1.3% |
| 7.2 | 8 | 1.1% |
| 6.4 | 8 | 1.1% |
| 6.6 | 8 | 1.1% |
| 3.7 | 8 | 1.1% |
| 13.2 | 7 | 1.0% |
| 4.8 | 7 | 1.0% |
| Other values (221) | 617 |
| Value | Count | Frequency (%) |
| 0.4 | 1 | 0.1% |
| 0.6 | 2 | |
| 0.7 | 1 | 0.1% |
| 0.8 | 1 | 0.1% |
| 0.9 | 3 | |
| 1 | 1 | 0.1% |
| 1.1 | 3 | |
| 1.2 | 4 | |
| 1.3 | 2 | |
| 1.4 | 2 |
| Value | Count | Frequency (%) |
| 41.3 | 1 | |
| 36.6 | 1 | |
| 35.3 | 1 | |
| 33.4 | 1 | |
| 33.3 | 1 | |
| 32.5 | 1 | |
| 30.8 | 1 | |
| 30.7 | 1 | |
| 30.6 | 1 | |
| 30.1 | 1 |
creddebt
Real number (ℝ)
High correlation 
| Distinct | 695 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5535528 |
| Minimum | 0.011696 |
|---|---|
| Maximum | 20.56131 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 0.011696 |
|---|---|
| 5-th percentile | 0.1070292 |
| Q1 | 0.36905925 |
| median | 0.8548695 |
| Q3 | 1.901955 |
| 95-th percentile | 5.0982645 |
| Maximum | 20.56131 |
| Range | 20.549614 |
| Interquartile range (IQR) | 1.5328958 |
Descriptive statistics
| Standard deviation | 2.117197 |
|---|---|
| Coefficient of variation (CV) | 1.3628098 |
| Kurtosis | 21.980021 |
| Mean | 1.5535528 |
| Median Absolute Deviation (MAD) | 0.5921385 |
| Skewness | 3.898617 |
| Sum | 1087.487 |
| Variance | 4.4825231 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.402192 | 2 | 0.3% |
| 0.105 | 2 | 0.3% |
| 0.2254 | 2 | 0.3% |
| 0.44982 | 2 | 0.3% |
| 0.085785 | 2 | 0.3% |
| 1.00584 | 1 | 0.1% |
| 0.60204 | 1 | 0.1% |
| 2.66262 | 1 | 0.1% |
| 1.08528 | 1 | 0.1% |
| 15.791776 | 1 | 0.1% |
| Other values (685) | 685 |
| Value | Count | Frequency (%) |
| 0.011696 | 1 | |
| 0.014835 | 1 | |
| 0.024528 | 1 | |
| 0.024576 | 1 | |
| 0.025074 | 1 | |
| 0.029412 | 1 | |
| 0.029898 | 1 | |
| 0.030212 | 1 | |
| 0.030492 | 1 | |
| 0.030628 | 1 |
| Value | Count | Frequency (%) |
| 20.56131 | 1 | |
| 16.03147 | 1 | |
| 15.791776 | 1 | |
| 15.01668 | 1 | |
| 14.5962 | 1 | |
| 14.231448 | 1 | |
| 11.359392 | 1 | |
| 9.8766 | 1 | |
| 9.60048 | 1 | |
| 9.5934 | 1 |
othdebt
Real number (ℝ)
High correlation 
| Distinct | 699 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0582086 |
| Minimum | 0.045584 |
|---|---|
| Maximum | 27.0336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 KiB |
Quantile statistics
| Minimum | 0.045584 |
|---|---|
| 5-th percentile | 0.3767268 |
| Q1 | 1.0441782 |
| median | 1.9875675 |
| Q3 | 3.9230647 |
| 95-th percentile | 9.5016481 |
| Maximum | 27.0336 |
| Range | 26.988016 |
| Interquartile range (IQR) | 2.8788865 |
Descriptive statistics
| Standard deviation | 3.2875545 |
|---|---|
| Coefficient of variation (CV) | 1.0749935 |
| Kurtosis | 10.32941 |
| Mean | 3.0582086 |
| Median Absolute Deviation (MAD) | 1.121652 |
| Skewness | 2.7281631 |
| Sum | 2140.746 |
| Variance | 10.808015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.8234 | 2 | 0.3% |
| 5.008608 | 1 | 0.1% |
| 0.56364 | 1 | 0.1% |
| 0.606424 | 1 | 0.1% |
| 1.13796 | 1 | 0.1% |
| 4.02738 | 1 | 0.1% |
| 2.72272 | 1 | 0.1% |
| 23.104224 | 1 | 0.1% |
| 1.258136 | 1 | 0.1% |
| 9.97464 | 1 | 0.1% |
| Other values (689) | 689 |
| Value | Count | Frequency (%) |
| 0.045584 | 1 | |
| 0.089488 | 1 | |
| 0.100926 | 1 | |
| 0.10752 | 1 | |
| 0.129582 | 1 | |
| 0.15012 | 1 | |
| 0.1563 | 1 | |
| 0.160983 | 1 | |
| 0.163863 | 1 | |
| 0.168102 | 1 |
| Value | Count | Frequency (%) |
| 27.0336 | 1 | |
| 23.104224 | 1 | |
| 20.615868 | 1 | |
| 18.26913 | 1 | |
| 18.257382 | 1 | |
| 17.79899 | 1 | |
| 17.2038 | 1 | |
| 17.184552 | 1 | |
| 16.668126 | 1 | |
| 15.40539 | 1 |
default
Categorical
Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.6 KiB |
| 0 | |
|---|---|
| 1 | |
| '0' | 1 |
| :0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.0042857 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 515 | |
| 1 | 183 | 26.1% |
| '0' | 1 | 0.1% |
| :0 | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 183 | 26.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 183 | 26.0% |
| ' | 2 | 0.3% |
| : | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 703 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 183 | 26.0% |
| ' | 2 | 0.3% |
| : | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 703 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 183 | 26.0% |
| ' | 2 | 0.3% |
| : | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 703 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 183 | 26.0% |
| ' | 2 | 0.3% |
| : | 1 | 0.1% |
Interactions
Correlations
| address | age | creddebt | debtinc | default | ed | employ | income | othdebt | |
|---|---|---|---|---|---|---|---|---|---|
| address | 1.000 | 0.552 | 0.247 | 0.037 | 0.149 | 0.056 | 0.302 | 0.364 | 0.238 |
| age | 0.552 | 1.000 | 0.323 | 0.007 | 0.072 | 0.000 | 0.537 | 0.590 | 0.341 |
| creddebt | 0.247 | 0.323 | 1.000 | 0.624 | 0.087 | 0.033 | 0.329 | 0.509 | 0.622 |
| debtinc | 0.037 | 0.007 | 0.624 | 1.000 | 0.217 | 0.033 | -0.071 | -0.031 | 0.734 |
| default | 0.149 | 0.072 | 0.087 | 0.217 | 1.000 | 0.052 | 0.203 | 0.044 | 0.000 |
| ed | 0.056 | 0.000 | 0.033 | 0.033 | 0.052 | 1.000 | 0.073 | 0.198 | 0.119 |
| employ | 0.302 | 0.537 | 0.329 | -0.071 | 0.203 | 0.073 | 1.000 | 0.709 | 0.341 |
| income | 0.364 | 0.590 | 0.509 | -0.031 | 0.044 | 0.198 | 0.709 | 1.000 | 0.530 |
| othdebt | 0.238 | 0.341 | 0.622 | 0.734 | 0.000 | 0.119 | 0.341 | 0.530 | 1.000 |
Missing values
Sample
| age | ed | employ | address | income | debtinc | creddebt | othdebt | default | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 41.0 | 3.0 | 17 | 12 | 176.0 | 9.3 | 11.359392 | 5.008608 | 1 |
| 1 | 27.0 | 1.0 | 10 | 6 | 31.0 | 17.3 | 1.362202 | 4.000798 | 0 |
| 2 | 40.0 | 1.0 | 15 | 7 | NaN | 5.5 | 0.856075 | 2.168925 | 0 |
| 3 | 41.0 | NaN | 15 | 14 | 120.0 | 2.9 | 2.658720 | 0.821280 | 0 |
| 4 | 24.0 | 2.0 | 2 | 0 | 28.0 | 17.3 | 1.787436 | 3.056564 | 1 |
| 5 | 41.0 | 2.0 | 5 | 5 | 25.0 | 10.2 | 0.392700 | 2.157300 | 0 |
| 6 | 39.0 | 1.0 | 20 | 9 | NaN | 30.6 | 3.833874 | 16.668126 | 0 |
| 7 | NaN | 1.0 | 12 | 11 | 38.0 | 3.6 | 0.128592 | 1.239408 | 0 |
| 8 | 24.0 | 1.0 | 3 | 4 | 19.0 | 24.4 | 1.358348 | 3.277652 | 1 |
| 9 | 36.0 | 1.0 | 0 | 13 | 25.0 | 19.7 | 2.777700 | 2.147300 | 0 |
| age | ed | employ | address | income | debtinc | creddebt | othdebt | default | |
|---|---|---|---|---|---|---|---|---|---|
| 690 | 24.0 | 2.0 | 0 | 5 | 16.0 | 7.3 | 0.024528 | 1.143472 | 0 |
| 691 | 47.0 | 1.0 | 31 | 8 | 253.0 | 7.2 | 9.308376 | 8.907624 | 0 |
| 692 | NaN | 1.0 | 0 | 26 | NaN | 28.9 | 2.754459 | 5.048541 | 1 |
| 693 | 22.0 | 3.0 | 0 | 2 | 20.0 | 4.7 | 0.219020 | 0.720980 | 0 |
| 694 | 48.0 | 2.0 | 6 | 1 | 66.0 | 12.1 | 2.315940 | 5.670060 | 0 |
| 695 | 36.0 | 2.0 | 6 | 15 | 27.0 | 4.6 | 0.262062 | 0.979938 | 1 |
| 696 | 29.0 | 2.0 | 6 | 4 | 21.0 | 11.5 | 0.369495 | 2.045505 | 0 |
| 697 | 33.0 | 1.0 | 15 | 3 | 32.0 | 7.6 | 0.491264 | 1.940736 | 0 |
| 698 | 45.0 | 1.0 | 19 | 22 | 77.0 | 8.4 | 2.302608 | 4.165392 | 0 |
| 699 | 37.0 | 1.0 | 12 | 14 | NaN | 14.7 | 2.994684 | 3.473316 | 0 |